Data Engineering Roadmap 2026
What data engineers do, the skills to learn in order — SQL, Python, modeling, Spark, cloud, orchestration — and how AI changes the job.
10 stages · Beginners and career switchers
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- Introduction to data engineering
- SQL fundamentals
- Python and data modeling
- Distributed processing with Spark
- Cloud platforms and services
- Orchestration and automation
- Building real-world pipelines
- AI in data engineering
- Maintaining data systems
- Learning roadmap and conclusion